ML Analysis — RESTON HOSPITAL
CCN 490107 | Clustering + Distress + RCM Opportunity
🛡️ Public data only — no PHI permitted on this instance.
Investability Score
Hold / Selective — investigate specific opportunities but be prepared for execution risk.
57
/ 100 (C)
Financial Health19/25
RCM Upside5/25
Market Position13/20
Demand Defensibility13/15
Operational Efficiency7/15
Entry Multiple: 9.5x – 11.5x
Est. MOIC: 2.3x
Risk Factors:
Catalysts:
- Strong commercial payer base protects revenue
Margin Prediction (Trained Ridge Model)
14.7%
R²=0.34 | n=4,907 | Grade B | Actual: 34.6%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-13.6%, 43.0%]. P88 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| State Peer Margin | 0.044 | +0.0666 | Higher State Peer Margin increases predicted margi | |
| Expense/Bed | 1254562.502 | +0.0496 | Higher Expense/Bed increases predicted margin | |
| Revenue/Bed | 1918117.811 | +0.0473 | Higher Revenue/Bed increases predicted margin | |
| Log(Beds) | 5.303 | +0.0216 | Higher Log(Beds) increases predicted margin | |
| Reimbursement Quality | 0.136 | +0.0190 | Higher Reimbursement Quality increases predicted m |
Suburban Community Hospit
Archetype
41.8%
Distress Risk
$7.4M
RCM Opportunity
D
Opportunity Grade
36.5%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P82. Community hospitals — the largest PE deal category. Focus on RCM improvement and cost optimization at 9-11x.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| CLARA MAASS MEDICAL CENTER | NJ | 259 |
| PRESENCE SAINTS MARY & ELIZABETH MED | IL | 266 |
| ADVENTIST HEALTH BAKERSFIELD | CA | 254 |
| BRISTOL REGIONAL MEDICAL CENTER | TN | 244 |
| HOLSTON VALLEY HOSP & MED CTR | TN | 286 |
| SPRINGFIELD REGIONAL MEDICAL CENTER | OH | 230 |
Distress Analysis
Risk: Elevated
National distress rate: 49.3%
VA distress rate: 29.6%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.723 | -0.184 | ▼ risk |
| Net To Gross Ratio | 0.204 | -0.073 | ▼ risk |
| Medicaid Day Pct | 0.065 | -0.024 | ▼ risk |
| Revenue Per Bed | 1918117.811 | -0.020 | ▼ risk |
| Medicare Day Pct | 0.271 | -0.010 | ▼ risk |
| Beds | 201.000 | +0.007 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $7.4M
Current margin: 34.6%
Projected margin: 36.5%
Grade: D
Comps: 39
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Net-to-Gross Ratio Improvement | 0.204 | 0.340 | 13.6% | $6.1M | 65% | 18mo |
| Payer Mix Optimization | 0.664 | 0.710 | 4.5% | $679K | 50% | 24mo |
| Occupancy Improvement | 0.723 | 0.812 | 8.8% | $584K | 55% | 24mo |
Predicted RCM Performance (Public Data Only)
A
RCM Grade
Strong RCM profile — likely low-risk from an operations perspective. Focus diligence on growth thesis.
| Metric | Predicted | 90% CI | Percentile | Assessment |
|---|---|---|---|---|
| Denial Rate | 2.0% | [2.0%, 25.0%] | P0 | Strong — predicted denial rate is in the top third nationall |
| Days in AR | 25.0 | [25.0, 75.0] | P0 | Strong — predicted days in ar is in the top third nationally |
| Clean Claim Rate | 98.0% | [80.0%, 98.0%] | P0 | Strong — predicted clean claim rate is in the top third. |
| Net Collection Rate | 99.5% | [90.0%, 99.5%] | P8 | Strong — predicted net collection rate is in the top third. |